Aggregated Performance Evaluation on GQA, MME, POPE, MMStar, OCRBench, and ChartQA
58.7Average Deviation Rate (ADR)FastV
Evaluation results
| Method | Links | |
|---|---|---|
| FastVToken Reduction=93.75%2026.04 | 58.7 | |
| PruMerge+Token Reduction=93.75%2026.04 | 58.9 | |
| VisionZipToken Reduction=93.75%2026.04 | 59.7 | |
| DARTToken Reduction=93.75%2026.04 | 61.4 | |
| FastVToken Reduction=88.89%2026.04 | 65.9 | |
| DASHToken Reduction=93.75%2026.04 | 66.7 | |
| PruMerge+Token Reduction=88.89%2026.04 | 68.4 | |
| DARTToken Reduction=88.89%2026.04 | 69.1 | |
| VisionZipToken Reduction=88.89%2026.04 | 69.8 | |
| DASHToken Reduction=88.89%2026.04 | 74.7 | |
| PruMerge+Token Reduction=75.00%2026.04 | 79.5 | |
| FastVToken Reduction=75.00%2026.04 | 80 | |
| DARTToken Reduction=75.00%2026.04 | 81.4 | |
| VisionZipToken Reduction=75.00%2026.04 | 83 | |
| DASHToken Reduction=75.00%2026.04 | 85.2 | |
| VanillaToken Reduction=0% (Upper Bound)2026.04 | 100 |